[2025-11-27 03:29:16] Namespace(method='FedAvg', training_mode='head', dataset='fashionmnist', model_name='resnet18', seed=1, rounds=50, num_clients=10, fraction=0.5, local_epochs=1, batch_size=64, lr=0.01, newton_lr=0.1, sophia_lr=0.05, rho=0.04, betas='0.9,0.99', mu=0.01, log_dir='runs/run_20251127_001404_resnet18_head/fashionmnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=0.1)
[2025-11-27 03:29:16] Start: FedAvg | Mode: head | Dataset: fashionmnist | Device: cuda
[2025-11-27 03:30:06] [Round 001] FedAvg | Acc: 16.26% | Loss: 2.9901 | Time: 7.88s | Max GPU Mem: 1506.73 MB
[2025-11-27 03:30:30] [Round 002] FedAvg | Acc: 35.19% | Loss: 2.9790 | Time: 24.39s | Max GPU Mem: 1507.90 MB
[2025-11-27 03:31:08] [Round 003] FedAvg | Acc: 46.95% | Loss: 2.6196 | Time: 38.23s | Max GPU Mem: 1506.77 MB
[2025-11-27 03:32:28] [Round 004] FedAvg | Acc: 58.20% | Loss: 1.4109 | Time: 79.53s | Max GPU Mem: 1507.54 MB
[2025-11-27 03:33:25] [Round 005] FedAvg | Acc: 56.63% | Loss: 1.3177 | Time: 57.04s | Max GPU Mem: 1507.42 MB
[2025-11-27 03:34:36] [Round 006] FedAvg | Acc: 51.02% | Loss: 1.3996 | Time: 71.43s | Max GPU Mem: 1507.29 MB
[2025-11-27 03:35:55] [Round 007] FedAvg | Acc: 51.69% | Loss: 1.4046 | Time: 78.36s | Max GPU Mem: 1507.44 MB
[2025-11-27 03:37:19] [Round 008] FedAvg | Acc: 72.15% | Loss: 0.8846 | Time: 84.11s | Max GPU Mem: 1507.56 MB
[2025-11-27 03:38:30] [Round 009] FedAvg | Acc: 56.29% | Loss: 1.1542 | Time: 71.57s | Max GPU Mem: 1507.44 MB
[2025-11-27 03:39:47] [Round 010] FedAvg | Acc: 52.85% | Loss: 1.4469 | Time: 76.17s | Max GPU Mem: 1507.31 MB
[2025-11-27 03:40:39] [Round 011] FedAvg | Acc: 60.37% | Loss: 1.1654 | Time: 52.43s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:41:20] [Round 012] FedAvg | Acc: 59.27% | Loss: 1.3774 | Time: 41.15s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:42:17] [Round 013] FedAvg | Acc: 63.77% | Loss: 0.9399 | Time: 56.43s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:43:21] [Round 014] FedAvg | Acc: 56.21% | Loss: 1.2279 | Time: 64.56s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:44:07] [Round 015] FedAvg | Acc: 58.10% | Loss: 1.0577 | Time: 46.03s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:45:15] [Round 016] FedAvg | Acc: 63.27% | Loss: 0.8965 | Time: 67.51s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:46:04] [Round 017] FedAvg | Acc: 66.06% | Loss: 0.9259 | Time: 49.31s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:47:02] [Round 018] FedAvg | Acc: 71.37% | Loss: 0.7601 | Time: 58.36s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:48:01] [Round 019] FedAvg | Acc: 73.70% | Loss: 0.6585 | Time: 58.77s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:48:41] [Round 020] FedAvg | Acc: 68.98% | Loss: 0.7608 | Time: 39.65s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:49:31] [Round 021] FedAvg | Acc: 71.64% | Loss: 0.7503 | Time: 50.58s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:50:31] [Round 022] FedAvg | Acc: 78.22% | Loss: 0.5974 | Time: 59.50s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:51:25] [Round 023] FedAvg | Acc: 72.57% | Loss: 0.8740 | Time: 54.12s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:52:15] [Round 024] FedAvg | Acc: 81.23% | Loss: 0.5427 | Time: 49.57s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:53:39] [Round 025] FedAvg | Acc: 77.04% | Loss: 0.6555 | Time: 84.81s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:54:57] [Round 026] FedAvg | Acc: 81.70% | Loss: 0.5587 | Time: 77.83s | Max GPU Mem: 1507.33 MB
[2025-11-27 03:56:06] [Round 027] FedAvg | Acc: 81.49% | Loss: 0.5572 | Time: 68.26s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:57:08] [Round 028] FedAvg | Acc: 81.74% | Loss: 0.5253 | Time: 62.72s | Max GPU Mem: 1507.58 MB
[2025-11-27 03:58:20] [Round 029] FedAvg | Acc: 79.52% | Loss: 0.5663 | Time: 71.50s | Max GPU Mem: 1507.46 MB
[2025-11-27 03:59:13] [Round 030] FedAvg | Acc: 66.33% | Loss: 1.0686 | Time: 53.67s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:00:26] [Round 031] FedAvg | Acc: 79.81% | Loss: 0.5377 | Time: 72.76s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:01:27] [Round 032] FedAvg | Acc: 68.82% | Loss: 0.9453 | Time: 60.65s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:02:16] [Round 033] FedAvg | Acc: 79.40% | Loss: 0.5421 | Time: 49.61s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:03:00] [Round 034] FedAvg | Acc: 73.39% | Loss: 0.7266 | Time: 43.60s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:04:39] [Round 035] FedAvg | Acc: 78.05% | Loss: 0.5934 | Time: 99.32s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:05:31] [Round 036] FedAvg | Acc: 73.79% | Loss: 0.7320 | Time: 51.70s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:06:26] [Round 037] FedAvg | Acc: 79.59% | Loss: 0.5830 | Time: 54.72s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:07:15] [Round 038] FedAvg | Acc: 76.52% | Loss: 0.6830 | Time: 49.56s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:08:12] [Round 039] FedAvg | Acc: 77.76% | Loss: 0.5550 | Time: 56.40s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:09:38] [Round 040] FedAvg | Acc: 76.10% | Loss: 0.6463 | Time: 86.09s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:10:23] [Round 041] FedAvg | Acc: 70.54% | Loss: 0.7449 | Time: 45.33s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:11:18] [Round 042] FedAvg | Acc: 73.13% | Loss: 0.7367 | Time: 54.59s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:11:44] [Round 043] FedAvg | Acc: 60.28% | Loss: 1.2928 | Time: 26.59s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:13:12] [Round 044] FedAvg | Acc: 80.18% | Loss: 0.5643 | Time: 87.36s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:13:53] [Round 045] FedAvg | Acc: 57.75% | Loss: 1.3853 | Time: 40.94s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:14:51] [Round 046] FedAvg | Acc: 74.95% | Loss: 0.8286 | Time: 57.99s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:16:01] [Round 047] FedAvg | Acc: 71.59% | Loss: 0.7931 | Time: 70.83s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:16:21] [Round 048] FedAvg | Acc: 75.35% | Loss: 0.7354 | Time: 19.27s | Max GPU Mem: 1507.58 MB
[2025-11-27 04:16:31] [Round 049] FedAvg | Acc: 68.36% | Loss: 1.0848 | Time: 9.82s | Max GPU Mem: 1507.46 MB
[2025-11-27 04:16:50] [Round 050] FedAvg | Acc: 75.57% | Loss: 0.7764 | Time: 19.35s | Max GPU Mem: 1507.33 MB
[2025-11-27 04:16:50] Saved to runs/run_20251127_001404_resnet18_head/fashionmnist/logs/FedAvg_head_fashionmnist_resnet18_s1.npz
